Visual Informatics最新文献_第6页

CARVING-DETC: A network scaling and NMS ensemble for Balinese carving motif detection method 基于网络缩放与NMS的巴厘雕刻母题检测方法

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-09-01 DOI: 10.1016/j.visinf.2023.05.004

I Wayan Agus Surya Darma , Nanik Suciati , Daniel Siahaan

{"title":"CARVING-DETC: A network scaling and NMS ensemble for Balinese carving motif detection method","authors":"I Wayan Agus Surya Darma , Nanik Suciati , Daniel Siahaan","doi":"10.1016/j.visinf.2023.05.004","DOIUrl":"https://doi.org/10.1016/j.visinf.2023.05.004","url":null,"abstract":"<div><p>Balinese carvings are cultural objects that adorn sacred buildings. The carvings consist of several motifs, each representing the values adopted by the Balinese people. Detection of Balinese carving motifs is challenging due to the unavailability of a Balinese carving dataset for detection tasks, high variance, and tiny-size carving motifs. This research aims to improve carving motif detection performance on challenging Balinese carving motifs detection task through a modification of YOLOv5 to support a digital carving conservation system. We proposed CARVING-DETC, a deep learning-based Balinese carving detection method consisting of three steps. First, the data generation step performs data augmentation and annotation on Balinese carving images. Second, we proposed a network scaling strategy on the YOLOv5 model and performed non-maximum suppression (NMS) on the model ensemble to generate the most optimal predictions. The ensemble model utilizes NMS to produce higher performance by optimizing the detection results based on the highest confidence score and suppressing other overlap predictions with a lower confidence score. Third, performance evaluation on scaled-YOLOv5 versions and NMS ensemble models. The research findings are beneficial in conserving the cultural heritage and as a reference for other researchers. In addition, this study proposed a novel Balinese carving dataset through data collection, augmentation, and annotation. To our knowledge, it is the first Balinese carving dataset for the object detection task. Based on experimental results, CARVING-DETC achieved a detection performance of 98%, which outperforms the baseline model.</p></div>","PeriodicalId":36903,"journal":{"name":"Visual Informatics","volume":"7 3","pages":"Pages 1-10"},"PeriodicalIF":3.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49731814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Multiview SVBRDF capture from unified shape and illumination 从统一的形状和照明的多视图SVBRDF捕获

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-09-01 DOI: 10.1016/j.visinf.2023.06.006

Liang Yuan, Issei Fujishiro

引用次数: 0

Augmented reality for supporting geo-spatial planning: An open access review 用于支持地理空间规划的增强现实:开放获取审查

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-07-17 DOI: 10.1016/j.visinf.2023.07.002

Reint Jansen , Frida Ruiz Mendoza , William Hurst

{"title":"Augmented reality for supporting geo-spatial planning: An open access review","authors":"Reint Jansen , Frida Ruiz Mendoza , William Hurst","doi":"10.1016/j.visinf.2023.07.002","DOIUrl":"10.1016/j.visinf.2023.07.002","url":null,"abstract":"<div><p>Augmented reality is gaining traction across many domains. One of these is participation within geo-spatial planning projects. The interactive and three-dimensional nature of augmented reality is suitably placed to cater for a higher quality of communication and information exchange in planning processes. Thus, this research provides an overview of the use of AR in planning processes, specifically regarding the participation aspect, through an open-access systematic literature review, for which the investigation identifies 35 articles concerning the current state-of-the-art of augmented reality in planning. Findings indicate the rather limited use of augmented reality in the overall planning process due to technical limitations. Nonetheless, it shows to be a useful technology where it allows for higher user engagement and a clearer understanding among users in planning projects. Additionally, in participation, the technology offers a motivational solution and creates an overall higher acceptance and awareness of the plan, making the participants more engaged and represented in the planning process.</p></div>","PeriodicalId":36903,"journal":{"name":"Visual Informatics","volume":"7 4","pages":"Pages 1-12"},"PeriodicalIF":3.0,"publicationDate":"2023-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468502X23000360/pdfft?md5=490153cba97e8e194080ec3bb1c39e03&pid=1-s2.0-S2468502X23000360-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85988098","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Towards the automation of book typesetting 走向图书排版的自动化

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.01.003

Sérgio M. Rebelo, Tiago Martins, Diogo Ferreira, Artur Rebelo

引用次数: 0

NetPrune: A sparklines visualization for network pruning NetPrune:网络修剪的火花线可视化

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.04.001

Luc-Etienne Pommé, Romain Bourqui, Romain Giot, Jason Vallet, David Auber

引用次数: 0

Tax-Scheduler: An interactive visualization system for staff shifting and scheduling at tax authorities tax - scheduler:税务机关人员排班和排班的交互式可视化系统

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.02.001

Linping Yuan , Boyu Li , Siqi Li , Kam Kwai Wong , Rong Zhang , Huamin Qu

{"title":"Tax-Scheduler: An interactive visualization system for staff shifting and scheduling at tax authorities","authors":"Linping Yuan , Boyu Li , Siqi Li , Kam Kwai Wong , Rong Zhang , Huamin Qu","doi":"10.1016/j.visinf.2023.02.001","DOIUrl":"https://doi.org/10.1016/j.visinf.2023.02.001","url":null,"abstract":"<div><p>Given a large number of applications and complex processing procedures, how to efficiently shift and schedule tax officers to provide good services to taxpayers is now receiving more attention from tax authorities. The availability of historical application data makes it possible for tax managers to shift and schedule staff with data support, but it is unclear how to properly leverage the historical data. To investigate the problem, this study adopts a user-centered design approach. We first collect user requirements by conducting interviews with tax managers and characterize their requirements of shifting and scheduling into time series prediction and resource scheduling problems. Then, we propose Tax-Scheduler, an interactive visualization system with a time-series prediction algorithm and genetic algorithm to support staff shifting and scheduling in the tax scenarios. To evaluate the effectiveness of the system and understand how non-technical tax managers react to the system with advanced algorithms and visualizations, we conduct user interviews with tax managers and distill several implications for future system design.</p></div>","PeriodicalId":36903,"journal":{"name":"Visual Informatics","volume":"7 2","pages":"Pages 30-40"},"PeriodicalIF":3.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49732551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A visual analytics workflow for probabilistic modeling 用于概率建模的可视化分析工作流

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.05.001

Julien Klaus, Mark Blacher, Andreas Goral, Philipp Lucas, Joachim Giesen

引用次数: 1

Visual interpretation for contextualized word representation 语境化词表示的视觉解释

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.06.002

Syu-Ting Deng, Cheng-Jun Tsai, Pei-Chen Chang, Ko-Chih Wang

引用次数: 0

DTBVis: An interactive visual comparison system for digital twin brain and human brain 数字孪生脑:数字孪生脑与人脑的交互式视觉比较系统

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.02.002

Yuxiao Li , Xinhong Li , Siqi Shen , Longbin Zeng , Richen Liu , Qibao Zheng , Jianfeng Feng , Siming Chen

{"title":"DTBVis: An interactive visual comparison system for digital twin brain and human brain","authors":"Yuxiao Li , Xinhong Li , Siqi Shen , Longbin Zeng , Richen Liu , Qibao Zheng , Jianfeng Feng , Siming Chen","doi":"10.1016/j.visinf.2023.02.002","DOIUrl":"https://doi.org/10.1016/j.visinf.2023.02.002","url":null,"abstract":"<div><p>The digital twin brain (DTB) computing model from brain-inspired computing research is an emerging artificial intelligence technique, which is realized by a computational modeling approach of hardware and software. It can achieve various cognitive abilities and their synergistic mechanisms in a manner similar to the human brain. Given that the task of the DTB is to simulate the functions of the human brain, comparing the similarities and differences between the two is crucial. However, the visualization study of the DTB is still under-researched. Moreover, the complexity of the datasets (multilevel spatiotemporal granularity and different types of comparison tasks) presents new challenges to the analysis and exploration of visualization. Therefore, in this study, we proposed DTBVis, a visual analytics system that supports comparison tasks for the DTB. DTBVis supports iterative explorations from different levels and at different granularities. Combined with automatic similarity recommendation, and high-dimensional exploration, DTBVis can assist experts in understanding the similarities and differences between the DTB and the human brain, thus helping them adjust their model and enhance its functionality. The highest level of DTBVis shows an overview of the datasets from the brain, which is used for comparison and exploration of the function and structure of the DTB and the human brain. The medium level is used for the comparison and exploration of a designated brain region. The low level can analyze a designated brain voxel. We worked closely with experts of brain science and held regular seminars with them. Feedback from the experts indicates that our approach helps them conduct comparative studies of the DTB and human brain and make modeling adjustments of the DTB through intuitive visual comparisons and interactive explorations.</p></div>","PeriodicalId":36903,"journal":{"name":"Visual Informatics","volume":"7 2","pages":"Pages 41-53"},"PeriodicalIF":3.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49732158","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Design and validation of a navigation system of multimodal medical images for neurosurgery based on mixed reality 基于混合现实的神经外科多模态医学图像导航系统设计与验证

IF 3 3区计算机科学

Visual Informatics Pub Date : 2023-06-01 DOI: 10.1016/j.visinf.2023.05.003

Zeyang Zhou , Zhiyong Yang , Shan Jiang , Tao Zhu , Shixing Ma , Yuhua Li , Jie Zhuo

{"title":"Design and validation of a navigation system of multimodal medical images for neurosurgery based on mixed reality","authors":"Zeyang Zhou , Zhiyong Yang , Shan Jiang , Tao Zhu , Shixing Ma , Yuhua Li , Jie Zhuo","doi":"10.1016/j.visinf.2023.05.003","DOIUrl":"https://doi.org/10.1016/j.visinf.2023.05.003","url":null,"abstract":"<div><h3>Purpose:</h3><p>This paper aims to develop a navigation system based on mixed reality, which can display multimodal medical images in an immersive environment and help surgeons locate the target area and surrounding important tissues precisely.</p></div><div><h3>Methods:</h3><p>To be displayed properly in mixed reality, medical images are processed in this system. High-quality cerebral vessels and nerve fibers with proper colors are reconstructed and exported to mixed reality environment. Multimodal images and models are registered and fused, extracting their key information. The multiple processed images are fused with the real patient in the same coordinate system to guide the surgery.</p></div><div><h3>Results:</h3><p>The multimodal image system is designed and validated properly. In phantom experiments, the average error of preoperative registration is 1.003 mm and the standard deviation is 0.096 mm. The average proportion of well-registered areas is 94.9%. In patient experiments, the surgeons who participated in the experiments generally indicated that the system had excellent performance and great application prospect for neurosurgery.</p></div><div><h3>Conclusion:</h3><p>This article proposes a navigation system of multimodal images for neurosurgery based on mixed reality. Compared with other navigation methods, this system can help surgeons locate the target area and surrounding important tissues more precisely and rapidly.</p></div>","PeriodicalId":36903,"journal":{"name":"Visual Informatics","volume":"7 2","pages":"Pages 64-71"},"PeriodicalIF":3.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49709995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0